{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.regression.rolling import RollingOLS\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_style('darkgrid')\n",
    "pd.plotting.register_matplotlib_converters()\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Idea \n",
    "- Map the #requests #avg_time based on the time of day\n",
    "- Use confidence interval to check for anomalies?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  serviceName      startTime  avg_time  num  succee_num  succee_rate  \\\n",
      "0     osb_001  1588521600000    0.5691  347         347          1.0   \n",
      "1     osb_001  1588521660000    0.5813  354         354          1.0   \n",
      "2     osb_001  1588521720000    0.5397  363         363          1.0   \n",
      "3     osb_001  1588521780000    0.6190  387         387          1.0   \n",
      "4     osb_001  1588521840000    0.4909  387         387          1.0   \n",
      "\n",
      "      start_time  \n",
      "0  1588521600000  \n",
      "1  1588521660000  \n",
      "2  1588521720000  \n",
      "3  1588521780000  \n",
      "4  1588521840000  \n",
      "  service_name     start_time  avg_time  num  succee_num  succee_rate\n",
      "0      osb_001  1606881600000    0.6214  361         361       1.0000\n",
      "1      osb_001  1606881660000    0.5861  343         343       1.0000\n",
      "2      osb_001  1606881720000    5.0125  126         122       0.9683\n",
      "3      osb_001  1606881780000    9.3487   70          70       1.0000\n",
      "4      osb_001  1606881840000    1.4756  375         375       1.0000\n"
     ]
    }
   ],
   "source": [
    "test_data = pd.read_csv('/Users/baconbaker/Documents/Studium/ANM/anm-project/data/test_data/esb.csv')\n",
    "train_data = pd.read_csv('/Users/baconbaker/Documents/Studium/ANM/anm-project/data/train_data/esb.csv')\n",
    "train_data['start_time'] = train_data['startTime']\n",
    "print(train_data.head())\n",
    "print(test_data.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_onehot(df):\n",
    "    df['start_time'] = pd.to_datetime(df['start_time'], unit='ms', origin='unix')\n",
    "    df['tod'] = df[\"start_time\"].dt.strftime(\"%H%M\").astype('int32')\n",
    "    df = df.sort_values(by='start_time')\n",
    "    df = df.set_index('start_time')\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data = get_onehot(train_data)\n",
    "test_data = get_onehot(test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>serviceName</th>\n",
       "      <th>startTime</th>\n",
       "      <th>avg_time</th>\n",
       "      <th>num</th>\n",
       "      <th>succee_num</th>\n",
       "      <th>succee_rate</th>\n",
       "      <th>tod</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>start_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-05-03 16:00:00</th>\n",
       "      <td>osb_001</td>\n",
       "      <td>1588521600000</td>\n",
       "      <td>0.5691</td>\n",
       "      <td>347</td>\n",
       "      <td>347</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-03 16:01:00</th>\n",
       "      <td>osb_001</td>\n",
       "      <td>1588521660000</td>\n",
       "      <td>0.5813</td>\n",
       "      <td>354</td>\n",
       "      <td>354</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-03 16:02:00</th>\n",
       "      <td>osb_001</td>\n",
       "      <td>1588521720000</td>\n",
       "      <td>0.5397</td>\n",
       "      <td>363</td>\n",
       "      <td>363</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-03 16:03:00</th>\n",
       "      <td>osb_001</td>\n",
       "      <td>1588521780000</td>\n",
       "      <td>0.6190</td>\n",
       "      <td>387</td>\n",
       "      <td>387</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-03 16:04:00</th>\n",
       "      <td>osb_001</td>\n",
       "      <td>1588521840000</td>\n",
       "      <td>0.4909</td>\n",
       "      <td>387</td>\n",
       "      <td>387</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-04 15:55:00</th>\n",
       "      <td>osb_001</td>\n",
       "      <td>1588607700000</td>\n",
       "      <td>0.6240</td>\n",
       "      <td>600</td>\n",
       "      <td>600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-04 15:56:00</th>\n",
       "      <td>osb_001</td>\n",
       "      <td>1588607760000</td>\n",
       "      <td>0.5897</td>\n",
       "      <td>643</td>\n",
       "      <td>643</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-04 15:57:00</th>\n",
       "      <td>osb_001</td>\n",
       "      <td>1588607820000</td>\n",
       "      <td>0.6495</td>\n",
       "      <td>619</td>\n",
       "      <td>619</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-04 15:58:00</th>\n",
       "      <td>osb_001</td>\n",
       "      <td>1588607880000</td>\n",
       "      <td>0.6262</td>\n",
       "      <td>614</td>\n",
       "      <td>614</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-04 15:59:00</th>\n",
       "      <td>osb_001</td>\n",
       "      <td>1588607940000</td>\n",
       "      <td>0.6530</td>\n",
       "      <td>592</td>\n",
       "      <td>592</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1559</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1439 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    serviceName      startTime  avg_time  num  succee_num  \\\n",
       "start_time                                                                  \n",
       "2020-05-03 16:00:00     osb_001  1588521600000    0.5691  347         347   \n",
       "2020-05-03 16:01:00     osb_001  1588521660000    0.5813  354         354   \n",
       "2020-05-03 16:02:00     osb_001  1588521720000    0.5397  363         363   \n",
       "2020-05-03 16:03:00     osb_001  1588521780000    0.6190  387         387   \n",
       "2020-05-03 16:04:00     osb_001  1588521840000    0.4909  387         387   \n",
       "...                         ...            ...       ...  ...         ...   \n",
       "2020-05-04 15:55:00     osb_001  1588607700000    0.6240  600         600   \n",
       "2020-05-04 15:56:00     osb_001  1588607760000    0.5897  643         643   \n",
       "2020-05-04 15:57:00     osb_001  1588607820000    0.6495  619         619   \n",
       "2020-05-04 15:58:00     osb_001  1588607880000    0.6262  614         614   \n",
       "2020-05-04 15:59:00     osb_001  1588607940000    0.6530  592         592   \n",
       "\n",
       "                     succee_rate   tod  \n",
       "start_time                              \n",
       "2020-05-03 16:00:00          1.0  1600  \n",
       "2020-05-03 16:01:00          1.0  1601  \n",
       "2020-05-03 16:02:00          1.0  1602  \n",
       "2020-05-03 16:03:00          1.0  1603  \n",
       "2020-05-03 16:04:00          1.0  1604  \n",
       "...                          ...   ...  \n",
       "2020-05-04 15:55:00          1.0  1555  \n",
       "2020-05-04 15:56:00          1.0  1556  \n",
       "2020-05-04 15:57:00          1.0  1557  \n",
       "2020-05-04 15:58:00          1.0  1558  \n",
       "2020-05-04 15:59:00          1.0  1559  \n",
       "\n",
       "[1439 rows x 7 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "endog = train_data['avg_time']\n",
    "exog = sm.add_constant(train_data[['tod', 'num']])\n",
    "\n",
    "rols = RollingOLS(endog, exog, window=120)\n",
    "rres = rols.fit()\n",
    "params = rres.params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = rres.plot_recursive_coefficient(variables=['tod'], figsize=(14,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<statsmodels.regression.rolling.RollingRegressionResults at 0x7f96a862ec40>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rres.predict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
